FRIS
Early access β€” pre-seed build, open for design partners

One fused, queryable graph from all your scattered data

Connect 20 source types, auto-resolve duplicate entities, and ask questions in plain English β€” grounded only in your own data, with full provenance on every answer.

20
Native source connectors
1
Fused entity graph, one query surface
100%
Answers cited to source records
Fusion Engine
Live sync: CRM · SAP · Postgres
// Store: Neo4j · Resolution: fuzzy match + provenance
$ fris ask "which suppliers overlap
  between CRM and SAP?"
> grounding 14 fused entities...
> confidence: high
> answer ready β€” cited, 3 sources
Neo4jFastAPIGraphQL
Overview

Stop reconciling data by hand

FRIS connects to 20 source systems β€” databases, SaaS APIs, files, streams β€” auto-detects each source's schema, and fuses records into a shared Neo4j entity graph using fuzzy entity resolution and provenance-aware conflict resolution. On top sits semantic search and a natural-language "Ask" layer, grounded only in the fused data.

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20 connectors, one graph

REST, Postgres, MySQL, CSV/Excel, Kafka, SAP OData, Slack, Google Sheets, and more β€” feeding a single fused entity view.

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Nothing is a black box

Every fused field keeps a record of which source it came from β€” full provenance, not a guess.

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Ask in plain English

The retrieval-augmented "Ask" layer answers only from grounded context, and asks a clarifying question rather than hallucinate.

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Your LLM, your control

Use the hosted default or bring your own OpenAI, Anthropic, Google, or Azure key β€” you control cost and data handling.

Key Features

From scattered sources to one grounded answer

Every claim FRIS makes is traceable back to a specific source record.

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20 Native Connectors

REST APIs, PostgreSQL, MySQL, CSV/Excel, Kafka, SAP (OData), Slack, Google Sheets, Airtable, Elasticsearch, and more.

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Entity Fusion Engine

Fuzzy name matching, exact-identifier short-circuiting, and source-trust/recency-based conflict resolution, written to Neo4j.

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Natural-Language Ask

A retrieval-augmented Q&A layer that answers only from your grounded entity graph.

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Graph Explorer

An interactive Cytoscape-based visualization to click into any fused entity and trace its relationships across sources.

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Schema Auto-Detection

Every source's schema is auto-mapped, then shown to you to confirm or edit before the first sync.

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Usage-Metered Billing

Every query, sync, and GB of storage logged with cost, on a live Usage & Costs dashboard.

See all 9 features β†’
How It Works

Connect, confirm, ask

Every step keeps a human in the loop before data becomes a fused entity.

STEP 01

Connect your sources

Point FRIS at a CRM, a spreadsheet, a REST API, or a live stream β€” schema is auto-detected on first connect.

STEP 02

Confirm the fusion

Review and edit the auto-detected schema mapping and entity-matching rules before FRIS commits anything to the graph.

STEP 03

Ask in plain English

Query the fused graph directly, or ask a natural-language question and get a cited answer grounded in your own data.

Connectors

Plugs into the systems you already run

20 native connector types spanning databases, SaaS APIs, files, and live streams.

PostgreSQLMySQLMongoDB SAP ODataOracleKafka SlackGoogle SheetsAirtable ElasticsearchCSV / ExcelREST API WebSocket streamsCustom Python fetch
Who It's For

Built for teams drowning in disconnected data

FRIS is a pre-seed build, currently onboarding design partners for early access.

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Ops & data teams

Unifying data spread across CRMs, ERPs (SAP), databases, spreadsheets, and web sources into one entity view.

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Procurement & supply-chain analysts

Reconciling supplier records scattered across a CRM, an Excel list, and a REST feed into one canonical entity.

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RevOps teams

Unifying customer data across systems without a months-long custom ETL project.

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Finance & ops owners

Who need to know exactly what each query, sync, and GB of storage is costing β€” not a black-box bill.

Why FRIS

Most integration tools give you a pipeline. FRIS gives you one fused entity you can trust β€” with the source of every field just a click away, so "where did this number come from" always has an answer.

Stop reconciling data by hand

Connect your sources once β€” FRIS keeps the fused graph current.

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